{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deep3D: Automatic 2D-to-3D Video Conversion with CNNs\n",
    "\n",
    "Since the debut of Avatar in 2008, 3D movies has rapidly developed into mainstream technology. Roughly 10 to 20 3D movies are produced each year. The launch of Oculus Rift and other VR head set is only going to drive up the demand.\n",
    "\n",
    "Producing 3D movies, however, is still hard. There are two ways of doing this, and in practice they are about equally popular. Shooting with a special 3D camera or shooting in 2D and manually convert to 3D. But 3D cameras are expensive and unwieldy while manual conversion involves an army of \"depth artists\" who sit there and draw depth maps for each frame.\n",
    "\n",
    "Wouldn't it be cool if 2D-to-3D conversion can be done automatically, if you can take a 3D selfie with an ordinary phone? This notebook shows you exactly how to do that."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "First we'll need to set up the mxnet environment and import the other modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# setup environment\n",
    "%matplotlib inline\n",
    "import mxnet as mx\n",
    "import numpy as np\n",
    "import os\n",
    "import urllib\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from images2gif import writeGif\n",
    "import logging\n",
    "logging.basicConfig(level=logging.DEBUG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "if not os.path.exists('deep3d-0050.params'):\n",
    "    urllib.urlretrieve('http://homes.cs.washington.edu/~jxie/download/deep3d-0050.params', 'deep3d-0050.params')\n",
    "model = mx.model.FeedForward.load('deep3d', 50, mx.gpu(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OyJHddsMQlUEGHtY9eSleRayKitcwxBgRcU4ihIFklSFFitfasKzGoTVSXjmo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s5Vnl5fEIKw6jtOc+L2cGQcC4fpM/rVwIDn3aguepILpQqpKeVQDntc2qrSMi5RcQ4pje16Rwrq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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa2e587d2d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import urllib\n",
    "# urllib.urlretrieve('url/to/image.jpg', 'demo.jpg')\n",
    "\n",
    "shape = (384, 160)\n",
    "img = cv2.imread('demo.jpg')\n",
    "raw_shape = (img.shape[1], img.shape[0])\n",
    "img = cv2.resize(img, shape)\n",
    "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X = img.astype(np.float32).transpose((2,0,1))\n",
    "X = X.reshape((1,)+X.shape)\n",
    "test_iter = mx.io.NDArrayIter({'left': X, 'left0':X})\n",
    "Y = model.predict(test_iter)\n",
    "\n",
    "right = np.clip(Y.squeeze().transpose((1,2,0)), 0, 255).astype(np.uint8)\n",
    "right = Image.fromarray(cv2.cvtColor(right, cv2.COLOR_BGR2RGB))\n",
    "left = Image.fromarray(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "writeGif('demo.gif', [left, right], duration=0.08)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Click [here](../files/deep3d/demo.gif) to see results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
